Day 4 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295653
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`Time (s)` is highly overall correlated with `CO (ppm)` and 3 other fields	High correlation
`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 10 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 9 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 6 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 6 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Humidity (%r.h.)` and 14 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `Time (s)` and 12 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 3 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -112.6102791)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32172 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:28:34.732770
Analysis finished	2022-12-20 08:30:23.882599
Duration	1 minute and 49.15 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295653
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45454.137

Minimum	0
Maximum	90909.727
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4547.266
Q1	22735.994
median	45449.712
Q3	68183.384
95-th percentile	86358.194
Maximum	90909.727
Range	90909.727
Interquartile range (IQR)	45447.39

Descriptive statistics

Standard deviation	26242.664
Coefficient of variation (CV)	0.57734379
Kurtosis	-1.1999842
Mean	45454.137
Median Absolute Deviation (MAD)	22723.917
Skewness	-0.00027105822
Sum	1.3438652 × 10¹⁰
Variance	6.8867739 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60639.218	1	< 0.1%
60610.79	1	< 0.1%
60610.481	1	< 0.1%
60610.173	1	< 0.1%
60609.864	1	< 0.1%
60609.554	1	< 0.1%
60609.245	1	< 0.1%
60608.935	1	< 0.1%
60608.626	1	< 0.1%
Other values (295643)	295643	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.31	1	< 0.1%
0.62	1	< 0.1%
0.929	1	< 0.1%
1.237	1	< 0.1%
1.546	1	< 0.1%
1.857	1	< 0.1%
2.164	1	< 0.1%
2.474	1	< 0.1%
2.784	1	< 0.1%

Value	Count	Frequency (%)
90909.727	1	< 0.1%
90909.417	1	< 0.1%
90909.107	1	< 0.1%
90908.799	1	< 0.1%
90908.491	1	< 0.1%
90908.182	1	< 0.1%
90907.874	1	< 0.1%
90907.564	1	< 0.1%
90907.255	1	< 0.1%
90906.945	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	303
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8988159

Minimum	0
Maximum	20
Zeros	32172
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4270686
Coefficient of variation (CV)	0.64927651
Kurtosis	-1.2330873
Mean	9.8988159
Median Absolute Deviation (MAD)	6.67
Skewness	0.0095385244
Sum	2926614.6
Variance	41.307211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32172	10.9%
4.44	29287	9.9%
13.33	29275	9.9%
6.67	29265	9.9%
20	29245	9.9%
15.56	29235	9.9%
2.22	29229	9.9%
11.11	29229	9.9%
8.89	29222	9.9%
17.78	29199	9.9%
Other values (293)	295	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32172	10.9%
0.242	1	< 0.1%
0.2797	1	< 0.1%
0.2864	1	< 0.1%
0.3289	1	< 0.1%
0.444	1	< 0.1%
0.4936	1	< 0.1%
0.78	1	< 0.1%
0.9246	1	< 0.1%
0.9302	1	< 0.1%

Value	Count	Frequency (%)
20	29245	9.9%
19.9467	1	< 0.1%
19.6537	1	< 0.1%
19.596	1	< 0.1%
18.91	1	< 0.1%
18.8367	1	< 0.1%
18.8265	1	< 0.1%
18.2995	1	< 0.1%
18.2262	1	< 0.1%
18.1871	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	21316
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.074856

Minimum	16.83
Maximum	70.39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.83
5-th percentile	22.94
Q1	35.74
median	45.97
Q3	54.32
95-th percentile	63.98
Maximum	70.39
Range	53.56
Interquartile range (IQR)	18.58

Descriptive statistics

Standard deviation	12.0645
Coefficient of variation (CV)	0.26765477
Kurtosis	-0.74397395
Mean	45.074856
Median Absolute Deviation (MAD)	9.16
Skewness	-0.1585812
Sum	13326517
Variance	145.55217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.59	3002	1.0%
35.7	2091	0.7%
32.59	1665	0.6%
47.52	1621	0.5%
38.12	1434	0.5%
37.81	1432	0.5%
22.85	1395	0.5%
29.3	1314	0.4%
43.37	1281	0.4%
46.48	1258	0.4%
Other values (21306)	279160	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.83	160	0.1%
16.8955	1	< 0.1%
16.9885	1	< 0.1%
17.0658	1	< 0.1%
17.1615	1	< 0.1%
17.2366	1	< 0.1%
17.334	1	< 0.1%
17.39	1049	0.4%
17.4762	1	< 0.1%
17.5537	1	< 0.1%

Value	Count	Frequency (%)
70.39	39	< 0.1%
70.3896	1	< 0.1%
70.3888	1	< 0.1%
70.3884	1	< 0.1%
70.3883	1	< 0.1%
70.388	1	< 0.1%
70.3872	1	< 0.1%
70.3865	1	< 0.1%
70.3857	1	< 0.1%
70.3853	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	9601
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.818018

Minimum	21.86
Maximum	25.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	21.86
5-th percentile	21.98
Q1	22.58
median	23.82
Q3	25.1
95-th percentile	25.5
Maximum	25.66
Range	3.8
Interquartile range (IQR)	2.52

Descriptive statistics

Standard deviation	1.2856993
Coefficient of variation (CV)	0.053980113
Kurtosis	-1.5913522
Mean	23.818018
Median Absolute Deviation (MAD)	1.28
Skewness	-0.085295626
Sum	7041868.5
Variance	1.6530228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.1	17375	5.9%
25.18	16543	5.6%
25.14	8749	3.0%
21.98	7336	2.5%
21.9	7326	2.5%
25.06	7247	2.5%
25.26	7041	2.4%
23.66	6858	2.3%
25.5	6777	2.3%
25.58	6525	2.2%
Other values (9591)	203876	69.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.86	591	0.2%
21.8601	48	< 0.1%
21.8602	1	< 0.1%
21.8608	1	< 0.1%
21.8609	2	< 0.1%
21.861	1	< 0.1%
21.8612	1	< 0.1%
21.8613	1	< 0.1%
21.8615	1	< 0.1%
21.8616	3	< 0.1%

Value	Count	Frequency (%)
25.66	139	< 0.1%
25.6584	1	< 0.1%
25.6506	2	< 0.1%
25.6488	2	< 0.1%
25.6482	1	< 0.1%
25.6463	1	< 0.1%
25.6385	1	< 0.1%
25.6384	1	< 0.1%
25.6366	2	< 0.1%
25.6361	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11076
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.95223

Minimum	0
Maximum	314.4902
Zeros	9
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.76136
Q1	239.8974
median	239.9726
Q3	240.0441
95-th percentile	240.1747
Maximum	314.4902
Range	314.4902
Interquartile range (IQR)	0.1467

Descriptive statistics

Standard deviation	1.7570578
Coefficient of variation (CV)	0.0073225317
Kurtosis	14869.224
Mean	239.95223
Median Absolute Deviation (MAD)	0.0733
Skewness	-112.61028
Sum	70942597
Variance	3.0872522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.9684	151	0.1%
239.9794	146	< 0.1%
239.9676	145	< 0.1%
239.9878	141	< 0.1%
239.9763	140	< 0.1%
240.0085	139	< 0.1%
239.979	136	< 0.1%
239.9835	135	< 0.1%
239.9772	135	< 0.1%
239.9574	134	< 0.1%
Other values (11066)	294251	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	< 0.1%
0.1994	1	< 0.1%
0.4217	1	< 0.1%
0.6448	1	< 0.1%
49.273	1	< 0.1%
118.1436	1	< 0.1%
123.4182	1	< 0.1%
125.3341	1	< 0.1%
160.4938	1	< 0.1%
168.5489	1	< 0.1%

Value	Count	Frequency (%)
314.4902	1	< 0.1%
311.2264	1	< 0.1%
288.3779	1	< 0.1%
285.9962	1	< 0.1%
276.6573	1	< 0.1%
267.5351	1	< 0.1%
265.9228	1	< 0.1%
264.6174	1	< 0.1%
262.2656	1	< 0.1%
260.7659	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1765
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35563159

Minimum	0.199
Maximum	0.9026
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.199
5-th percentile	0.2
Q1	0.2
median	0.2005
Q3	0.2073
95-th percentile	0.9005
Maximum	0.9026
Range	0.7036
Interquartile range (IQR)	0.0073

Descriptive statistics

Standard deviation	0.288957
Coefficient of variation (CV)	0.8125178
Kurtosis	-0.20478606
Mean	0.35563159
Median Absolute Deviation (MAD)	0.0005
Skewness	1.3374698
Sum	105143.55
Variance	0.083496146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	117688	39.8%
0.201	25627	8.7%
0.9	15561	5.3%
0.901	9728	3.3%
0.2009	6467	2.2%
0.2007	6435	2.2%
0.2005	6409	2.2%
0.2002	6409	2.2%
0.2003	6401	2.2%
0.2001	6384	2.2%
Other values (1755)	88544	29.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.199	71	< 0.1%
0.1991	151	0.1%
0.1992	152	0.1%
0.1993	188	0.1%
0.1994	159	0.1%
0.1995	163	0.1%
0.1996	171	0.1%
0.1997	153	0.1%
0.1998	137	< 0.1%
0.1999	151	0.1%

Value	Count	Frequency (%)
0.9026	1	< 0.1%
0.902	75	< 0.1%
0.9019	88	< 0.1%
0.9018	98	< 0.1%
0.9017	82	< 0.1%
0.9016	91	< 0.1%
0.9015	80	< 0.1%
0.9014	111	< 0.1%
0.9013	93	< 0.1%
0.9012	93	< 0.1%

R1 (MOhm)
Real number (ℝ)

Distinct	8475
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.32394

Minimum	0.0331
Maximum	124.4448
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0331
5-th percentile	0.0792
Q1	0.4909
median	3.8179
Q3	37.8193
95-th percentile	77.677
Maximum	124.4448
Range	124.4117
Interquartile range (IQR)	37.3284

Descriptive statistics

Standard deviation	27.112637
Coefficient of variation (CV)	1.3340246
Kurtosis	0.38816371
Mean	20.32394
Median Absolute Deviation (MAD)	3.7364
Skewness	1.2425191
Sum	6008834
Variance	735.09508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76.3332	756	0.3%
75.6194	754	0.3%
74.3444	750	0.3%
73.7788	741	0.3%
75.0345	740	0.3%
76.9383	737	0.2%
72.5638	716	0.2%
79.0683	707	0.2%
77.677	698	0.2%
70.7619	690	0.2%
Other values (8465)	288364	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0331	2	< 0.1%
0.0334	1	< 0.1%
0.0338	2	< 0.1%
0.0339	1	< 0.1%
0.0341	1	< 0.1%
0.0344	3	< 0.1%
0.0345	1	< 0.1%
0.0347	1	< 0.1%
0.0348	1	< 0.1%
0.0349	2	< 0.1%

Value	Count	Frequency (%)
124.4448	1	< 0.1%
122.8846	4	< 0.1%
121.0628	10	< 0.1%
119.5851	12	< 0.1%
117.8584	18	< 0.1%
116.4568	28	< 0.1%
114.818	48	< 0.1%
113.4868	49	< 0.1%
111.9292	78	< 0.1%
110.6632	78	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8223
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.093633

Minimum	0.0569
Maximum	176.2282
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0569
5-th percentile	0.1415
Q1	0.5538
median	2.5434
Q3	43.9904
95-th percentile	85.1632
Maximum	176.2282
Range	176.1713
Interquartile range (IQR)	43.4366

Descriptive statistics

Standard deviation	30.343075
Coefficient of variation (CV)	1.3733855
Kurtosis	-0.15670493
Mean	22.093633
Median Absolute Deviation (MAD)	2.4014
Skewness	1.1428093
Sum	6532048.9
Variance	920.70222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.5541	1173	0.4%
84.278	1163	0.4%
82.004	1160	0.4%
82.7015	1154	0.4%
80.5097	1127	0.4%
85.1632	1094	0.4%
88.5723	1069	0.4%
79.7171	1064	0.4%
86.8347	1049	0.4%
81.1822	1045	0.4%
Other values (8213)	284555	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0569	1	< 0.1%
0.0584	2	< 0.1%
0.0592	1	< 0.1%
0.0594	1	< 0.1%
0.0596	2	< 0.1%
0.06	2	< 0.1%
0.0601	1	< 0.1%
0.0603	1	< 0.1%
0.0608	1	< 0.1%
0.0616	2	< 0.1%

Value	Count	Frequency (%)
176.2282	1	< 0.1%
147.2183	1	< 0.1%
142.5199	1	< 0.1%
138.1101	1	< 0.1%
133.9633	1	< 0.1%
130.0566	2	< 0.1%
128.0195	1	< 0.1%
124.4448	1	< 0.1%
122.8846	2	< 0.1%
121.0628	3	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8154
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.737034

Minimum	0.0572
Maximum	165.1174
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0572
5-th percentile	0.1145
Q1	0.7331
median	9.6164
Q3	55.5168
95-th percentile	88.0388
Maximum	165.1174
Range	165.0602
Interquartile range (IQR)	54.7837

Descriptive statistics

Standard deviation	31.733639
Coefficient of variation (CV)	1.1440891
Kurtosis	-0.81727079
Mean	27.737034
Median Absolute Deviation (MAD)	9.499
Skewness	0.79046149
Sum	8200537.4
Variance	1007.0238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86.3116	1244	0.4%
84.6501	1228	0.4%
85.3974	1223	0.4%
87.0883	1222	0.4%
89.8357	1218	0.4%
88.0388	1210	0.4%
88.8467	1199	0.4%
90.6767	1188	0.4%
92.5828	1165	0.4%
91.7066	1152	0.4%
Other values (8144)	283604	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0572	1	< 0.1%
0.0578	1	< 0.1%
0.0584	1	< 0.1%
0.0586	1	< 0.1%
0.0589	1	< 0.1%
0.0597	1	< 0.1%
0.0598	1	< 0.1%
0.06	2	< 0.1%
0.0605	1	< 0.1%
0.0608	2	< 0.1%

Value	Count	Frequency (%)
165.1174	1	< 0.1%
118.8647	3	< 0.1%
117.1484	1	< 0.1%
115.7553	5	< 0.1%
114.1263	24	< 0.1%
112.8031	60	< 0.1%
111.2549	80	< 0.1%
109.9965	144	< 0.1%
108.5233	139	< 0.1%
107.3251	209	0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7310
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.585834

Minimum	0.0297
Maximum	112.0863
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0297
5-th percentile	0.1038
Q1	3.1532
median	26.8327
Q3	38.1853
95-th percentile	54.8767
Maximum	112.0863
Range	112.0566
Interquartile range (IQR)	35.0321

Descriptive statistics

Standard deviation	18.769558
Coefficient of variation (CV)	0.7634298
Kurtosis	-0.97120492
Mean	24.585834
Median Absolute Deviation (MAD)	15.2716
Skewness	0.13608765
Sum	7268875.5
Variance	352.29631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.618	1260	0.4%
38.1853	1257	0.4%
36.4987	1251	0.4%
38.0062	1248	0.4%
36.6641	1239	0.4%
35.4426	1225	0.4%
37.0331	1222	0.4%
35.9471	1216	0.4%
37.2375	1215	0.4%
37.4095	1214	0.4%
Other values (7300)	283306	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0297	1	< 0.1%
0.0418	1	< 0.1%
0.042	1	< 0.1%
0.0426	1	< 0.1%
0.0427	2	< 0.1%
0.0429	1	< 0.1%
0.0431	1	< 0.1%
0.0432	3	< 0.1%
0.0433	1	< 0.1%
0.0435	1	< 0.1%

Value	Count	Frequency (%)
112.0863	1	< 0.1%
91.8226	1	< 0.1%
86.4726	1	< 0.1%
82.6836	2	< 0.1%
81.8678	2	< 0.1%
80.9098	6	< 0.1%
80.1281	11	< 0.1%
79.2097	28	< 0.1%
78.4601	26	< 0.1%
77.5789	41	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7559
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.076474

Minimum	0.0508
Maximum	208.7106
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0508
5-th percentile	0.1182
Q1	2.8171
median	43.2625
Q3	59.9876
95-th percentile	87.4402
Maximum	208.7106
Range	208.6598
Interquartile range (IQR)	57.1705

Descriptive statistics

Standard deviation	30.060489
Coefficient of variation (CV)	0.78947671
Kurtosis	-1.0898682
Mean	38.076474
Median Absolute Deviation (MAD)	25.7435
Skewness	0.1386466
Sum	11257424
Variance	903.633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.7412	1785	0.6%
56.1324	1734	0.6%
57.2027	1721	0.6%
56.4626	1707	0.6%
56.864	1702	0.6%
57.9621	1702	0.6%
55.0376	1699	0.6%
58.3847	1690	0.6%
52.1043	1681	0.6%
54.3512	1678	0.6%
Other values (7549)	278554	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0508	1	< 0.1%
0.0511	1	< 0.1%
0.0512	1	< 0.1%
0.0513	3	< 0.1%
0.0515	1	< 0.1%
0.0517	1	< 0.1%
0.0519	1	< 0.1%
0.052	1	< 0.1%
0.0522	1	< 0.1%
0.0528	1	< 0.1%

Value	Count	Frequency (%)
208.7106	1	< 0.1%
179.0785	1	< 0.1%
135.5445	2	< 0.1%
131.5393	4	< 0.1%
129.7955	4	< 0.1%
127.7625	11	< 0.1%
126.116	10	< 0.1%
124.1949	18	< 0.1%
122.6378	26	< 0.1%
120.8197	34	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7619
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.842493

Minimum	0.0495
Maximum	145.1587
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0495
5-th percentile	0.1262
Q1	2.2796
median	35.1933
Q3	57.649
95-th percentile	86.6118
Maximum	145.1587
Range	145.1092
Interquartile range (IQR)	55.3694

Descriptive statistics

Standard deviation	29.927009
Coefficient of variation (CV)	0.85892273
Kurtosis	-1.0717316
Mean	34.842493
Median Absolute Deviation (MAD)	28.1518
Skewness	0.3304101
Sum	10301287
Variance	895.62587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56.0078	1543	0.5%
54.1947	1533	0.5%
55.6631	1526	0.5%
53.8074	1504	0.5%
53.4887	1499	0.5%
57.2118	1493	0.5%
56.427	1487	0.5%
54.5217	1477	0.5%
54.9192	1469	0.5%
55.2549	1468	0.5%
Other values (7609)	280654	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0495	3	< 0.1%
0.0497	1	< 0.1%
0.0504	1	< 0.1%
0.0508	1	< 0.1%
0.0512	1	< 0.1%
0.0513	1	< 0.1%
0.0516	1	< 0.1%
0.0518	1	< 0.1%
0.0519	2	< 0.1%
0.0521	1	< 0.1%

Value	Count	Frequency (%)
145.1587	1	< 0.1%
138.2019	1	< 0.1%
125.7588	1	< 0.1%
123.7317	1	< 0.1%
122.0913	2	< 0.1%
120.179	6	< 0.1%
118.6302	6	< 0.1%
116.8232	20	< 0.1%
115.3585	29	< 0.1%
113.6483	42	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7508
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.202328

Minimum	0.0539
Maximum	181.975
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0539
5-th percentile	0.1252
Q1	2.953
median	43.0013
Q3	60.4548
95-th percentile	87.8609
Maximum	181.975
Range	181.9211
Interquartile range (IQR)	57.5018

Descriptive statistics

Standard deviation	30.282518
Coefficient of variation (CV)	0.79268777
Kurtosis	-1.1516415
Mean	38.202328
Median Absolute Deviation (MAD)	26.5273
Skewness	0.13554449
Sum	11294633
Variance	917.03091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56.1218	1767	0.6%
56.8574	1760	0.6%
55.7936	1725	0.6%
56.5207	1711	0.6%
57.2667	1705	0.6%
58.0323	1705	0.6%
57.6122	1703	0.6%
58.387	1695	0.6%
58.8183	1690	0.6%
59.6255	1684	0.6%
Other values (7498)	278508	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0539	1	< 0.1%
0.0546	2	< 0.1%
0.0549	1	< 0.1%
0.055	1	< 0.1%
0.0553	1	< 0.1%
0.0556	2	< 0.1%
0.0557	1	< 0.1%
0.0566	1	< 0.1%
0.0567	1	< 0.1%
0.0572	1	< 0.1%

Value	Count	Frequency (%)
181.975	1	< 0.1%
153.387	1	< 0.1%
151.012	1	< 0.1%
141.3751	2	< 0.1%
137.0008	2	< 0.1%
121.8976	1	< 0.1%
120.0904	1	< 0.1%
118.6246	5	< 0.1%
116.9118	12	< 0.1%
115.5214	17	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6162
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.125919

Minimum	0.0344
Maximum	106.9859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0344
5-th percentile	0.1007
Q1	13.0332
median	30.4421
Q3	48.5445
95-th percentile	70.1254
Maximum	106.9859
Range	106.9515
Interquartile range (IQR)	35.5113

Descriptive statistics

Standard deviation	22.982933
Coefficient of variation (CV)	0.73838568
Kurtosis	-0.89876504
Mean	31.125919
Median Absolute Deviation (MAD)	18.0344
Skewness	0.16678348
Sum	9202471.3
Variance	528.21519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58.0412	1345	0.5%
60.1664	1319	0.4%
57.5888	1318	0.4%
58.8889	1286	0.4%
56.7773	1281	0.4%
55.988	1274	0.4%
56.4158	1268	0.4%
59.7614	1264	0.4%
58.4235	1259	0.4%
54.4724	1248	0.4%
Other values (6152)	282791	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0344	1	< 0.1%
0.0346	2	< 0.1%
0.0348	2	< 0.1%
0.0352	1	< 0.1%
0.0355	3	< 0.1%
0.0356	1	< 0.1%
0.0357	1	< 0.1%
0.0358	4	< 0.1%
0.0359	2	< 0.1%
0.036	1	< 0.1%

Value	Count	Frequency (%)
106.9859	2	< 0.1%
105.4803	1	< 0.1%
104.2574	4	< 0.1%
102.8265	3	< 0.1%
101.6635	4	< 0.1%
100.3018	5	< 0.1%
99.1944	8	< 0.1%
97.8971	10	< 0.1%
96.8414	18	< 0.1%
95.604	22	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6139
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.880526

Minimum	0.0298
Maximum	107.9036
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0298
5-th percentile	0.0973
Q1	9.2227
median	25.4465
Q3	44.5381
95-th percentile	66.7926
Maximum	107.9036
Range	107.8738
Interquartile range (IQR)	35.3154

Descriptive statistics

Standard deviation	21.942505
Coefficient of variation (CV)	0.78701906
Kurtosis	-0.85955622
Mean	27.880526
Median Absolute Deviation (MAD)	18.4031
Skewness	0.34886706
Sum	8242961.2
Variance	481.47354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0977	2566	0.9%
0.0976	2458	0.8%
0.0978	2337	0.8%
0.0975	2271	0.8%
0.0973	2234	0.8%
0.0981	2145	0.7%
0.098	2105	0.7%
0.0982	2059	0.7%
0.0972	2038	0.7%
0.0987	2001	0.7%
Other values (6129)	273439	92.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0298	1	< 0.1%
0.0299	1	< 0.1%
0.03	1	< 0.1%
0.0301	4	< 0.1%
0.0302	4	< 0.1%
0.0303	3	< 0.1%
0.0306	3	< 0.1%
0.0307	3	< 0.1%
0.0308	6	< 0.1%
0.0309	5	< 0.1%

Value	Count	Frequency (%)
107.9036	1	< 0.1%
95.6857	1	< 0.1%
92.4455	1	< 0.1%
91.5335	1	< 0.1%
88.5615	4	< 0.1%
87.7234	9	< 0.1%
86.7382	18	< 0.1%
85.9337	29	< 0.1%
84.9877	48	< 0.1%
84.2149	72	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6388
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.957747

Minimum	0.0372
Maximum	139.2366
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0372
5-th percentile	0.1188
Q1	7.734
median	25.5373
Q3	47.0683
95-th percentile	71.4844
Maximum	139.2366
Range	139.1994
Interquartile range (IQR)	39.3343

Descriptive statistics

Standard deviation	23.691406
Coefficient of variation (CV)	0.81813704
Kurtosis	-0.85159397
Mean	28.957747
Median Absolute Deviation (MAD)	20.7958
Skewness	0.42934871
Sum	8561444.8
Variance	561.28271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1221	1521	0.5%
0.1223	1485	0.5%
0.1204	1477	0.5%
0.1217	1473	0.5%
0.1199	1434	0.5%
0.1206	1430	0.5%
0.1208	1425	0.5%
0.1215	1417	0.5%
0.1216	1411	0.5%
0.1201	1402	0.5%
Other values (6378)	281178	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0372	1	< 0.1%
0.0374	1	< 0.1%
0.038	1	< 0.1%
0.0384	1	< 0.1%
0.0385	1	< 0.1%
0.0386	2	< 0.1%
0.0387	2	< 0.1%
0.0388	5	< 0.1%
0.039	2	< 0.1%
0.0391	1	< 0.1%

Value	Count	Frequency (%)
139.2366	1	< 0.1%
137.2782	1	< 0.1%
107.3251	1	< 0.1%
102.3503	5	< 0.1%
101.0719	4	< 0.1%
100.0304	5	< 0.1%
98.8084	10	< 0.1%
97.8124	9	< 0.1%
96.6431	14	< 0.1%
95.6897	18	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6099
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.918622

Minimum	0.0316
Maximum	116.1061
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0316
5-th percentile	0.1085
Q1	11.1345
median	29.374
Q3	48.8064
95-th percentile	72.3453
Maximum	116.1061
Range	116.0745
Interquartile range (IQR)	37.6719

Descriptive statistics

Standard deviation	23.677764
Coefficient of variation (CV)	0.76580918
Kurtosis	-0.86445053
Mean	30.918622
Median Absolute Deviation (MAD)	19.4309
Skewness	0.27901655
Sum	9141183.3
Variance	560.63653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1101	2012	0.7%
0.1092	1978	0.7%
0.1089	1963	0.7%
0.1085	1958	0.7%
0.11	1954	0.7%
0.1086	1941	0.7%
0.1088	1933	0.7%
0.109	1865	0.6%
0.1104	1818	0.6%
0.1102	1813	0.6%
Other values (6089)	276418	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0316	1	< 0.1%
0.0317	2	< 0.1%
0.032	1	< 0.1%
0.0323	2	< 0.1%
0.0324	3	< 0.1%
0.0325	2	< 0.1%
0.0326	4	< 0.1%
0.0327	1	< 0.1%
0.0328	4	< 0.1%
0.033	1	< 0.1%

Value	Count	Frequency (%)
116.1061	1	< 0.1%
108.8521	1	< 0.1%
107.6503	1	< 0.1%
101.3781	2	< 0.1%
100.3335	6	< 0.1%
99.1078	11	< 0.1%
98.1088	18	< 0.1%
96.936	29	< 0.1%
95.9797	30	< 0.1%
94.8564	43	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6212
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.864356

Minimum	0.0331
Maximum	99.3074
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0331
5-th percentile	0.108
Q1	10.5802
median	29.4331
Q3	47.589
95-th percentile	65.9633
Maximum	99.3074
Range	99.2743
Interquartile range (IQR)	37.0088

Descriptive statistics

Standard deviation	22.150393
Coefficient of variation (CV)	0.7417
Kurtosis	-0.92987412
Mean	29.864356
Median Absolute Deviation (MAD)	18.1559
Skewness	0.15328449
Sum	8829486.6
Variance	490.63992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52.7888	1331	0.5%
54.7785	1330	0.4%
54.4059	1303	0.4%
56.1889	1301	0.4%
55.0929	1272	0.4%
56.9212	1267	0.4%
56.5195	1265	0.4%
54.0991	1265	0.4%
58.0204	1263	0.4%
55.4749	1263	0.4%
Other values (6202)	282793	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0331	1	< 0.1%
0.0336	1	< 0.1%
0.0337	1	< 0.1%
0.0338	2	< 0.1%
0.034	1	< 0.1%
0.0341	2	< 0.1%
0.0343	1	< 0.1%
0.0347	2	< 0.1%
0.0349	3	< 0.1%
0.035	1	< 0.1%

Value	Count	Frequency (%)
99.3074	1	< 0.1%
98.3064	1	< 0.1%
97.1312	5	< 0.1%
96.173	8	< 0.1%
95.0475	16	< 0.1%
94.1293	27	< 0.1%
93.0504	27	< 0.1%
92.1698	53	< 0.1%
91.1346	60	< 0.1%
90.2894	67	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6322
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.397769

Minimum	0.0345
Maximum	93.0887
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0345
5-th percentile	0.1019
Q1	8.4269
median	24.6277
Q3	41.9854
95-th percentile	62.4181
Maximum	93.0887
Range	93.0542
Interquartile range (IQR)	33.5585

Descriptive statistics

Standard deviation	20.62697
Coefficient of variation (CV)	0.78139067
Kurtosis	-0.83441811
Mean	26.397769
Median Absolute Deviation (MAD)	17.1337
Skewness	0.33273225
Sum	7804579.5
Variance	425.4719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1034	1088	0.4%
0.1037	1024	0.3%
0.1044	1024	0.3%
0.1042	1024	0.3%
0.1032	1020	0.3%
0.1043	1016	0.3%
48.1178	1013	0.3%
0.1046	1012	0.3%
0.103	1007	0.3%
52.4943	998	0.3%
Other values (6312)	285427	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0345	1	< 0.1%
0.035	1	< 0.1%
0.0351	1	< 0.1%
0.0353	1	< 0.1%
0.0355	2	< 0.1%
0.0357	1	< 0.1%
0.0358	1	< 0.1%
0.036	1	< 0.1%
0.0362	1	< 0.1%
0.0363	4	< 0.1%

Value	Count	Frequency (%)
93.0887	1	< 0.1%
92.0217	1	< 0.1%
86.5605	2	< 0.1%
85.7885	2	< 0.1%
84.8799	8	< 0.1%
84.1371	10	< 0.1%
83.2626	20	< 0.1%
82.5474	30	< 0.1%
81.7051	52	< 0.1%
81.016	71	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6194
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.390579

Minimum	0.0319
Maximum	129.422
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0319
5-th percentile	0.1077
Q1	10.2427
median	29.9714
Q3	52.1742
95-th percentile	76.2732
Maximum	129.422
Range	129.3901
Interquartile range (IQR)	41.9315

Descriptive statistics

Standard deviation	25.243233
Coefficient of variation (CV)	0.77933875
Kurtosis	-1.0030923
Mean	32.390579
Median Absolute Deviation (MAD)	21.5748
Skewness	0.28105919
Sum	9576371.9
Variance	637.22083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1082	1979	0.7%
0.1084	1925	0.7%
0.1086	1921	0.6%
0.1083	1898	0.6%
0.1078	1866	0.6%
0.108	1853	0.6%
0.1077	1845	0.6%
0.1079	1826	0.6%
0.1091	1809	0.6%
0.1087	1797	0.6%
Other values (6184)	276934	93.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0319	1	< 0.1%
0.0322	1	< 0.1%
0.0325	1	< 0.1%
0.0326	2	< 0.1%
0.0327	1	< 0.1%
0.0328	2	< 0.1%
0.0329	1	< 0.1%
0.033	1	< 0.1%
0.0332	4	< 0.1%
0.0333	2	< 0.1%

Value	Count	Frequency (%)
129.422	1	< 0.1%
114.3522	1	< 0.1%
104.6376	1	< 0.1%
102.1866	1	< 0.1%
99.8467	2	< 0.1%
97.6107	1	< 0.1%
96.6268	2	< 0.1%
95.4717	9	< 0.1%
94.5298	12	< 0.1%
93.4235	17	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	54.6258	25.3178	242.5724	0.2030	55.1483	72.5638	85.3974	40.5104	84.9922	76.9817	80.5302	62.5385	57.9460	68.1441	63.9090	62.2197	52.4943	64.3090
1	0.310	52.6300	25.3000	241.5326	0.2020	70.7619	77.6770	83.0507	40.7134	81.0192	82.2501	84.4791	67.7787	55.6241	66.0832	58.3260	64.9864	52.8453	65.2822
2	0.620	52.6300	25.3000	241.2315	0.2020	68.5571	77.6770	79.2369	41.4185	81.0192	81.5165	77.6744	62.5385	56.7266	62.3092	65.8307	62.2197	52.2052	64.8363
3	0.929	52.6300	25.3000	240.9315	0.2010	69.1448	75.0345	75.8734	38.1853	69.0060	70.4390	75.0120	66.0689	55.9641	64.6599	58.6825	59.6018	53.5010	67.8952
4	1.237	52.6300	25.3000	240.6521	0.2007	61.4100	69.1448	74.5825	38.4023	72.4181	64.3583	69.0829	62.0148	58.7630	63.2123	63.4039	58.0204	50.9695	64.8363
5	1.546	52.6300	25.3000	240.7572	0.2005	57.7304	62.6869	65.6318	34.4447	63.0524	62.9311	64.5292	66.0689	57.1512	65.0981	58.3260	60.5007	51.8624	66.2847
6	1.857	52.6300	25.3000	240.8629	0.2010	53.4898	59.2946	59.7462	33.8093	57.9621	56.0078	60.4548	62.9816	55.6241	60.5772	58.6825	57.6725	51.2453	65.8253
7	2.164	52.6300	25.3000	240.9673	0.2000	45.8525	54.1535	58.1498	32.8980	58.3847	53.4887	54.0231	58.4235	57.5820	65.6318	64.3359	56.1889	49.7900	63.8761
8	2.474	52.6300	25.3000	240.9308	0.2000	43.1138	49.5111	53.8273	31.3339	52.1043	51.1251	54.7053	66.6625	55.9641	60.5772	59.4820	57.6725	51.2453	64.3090
9	2.784	52.6300	25.3000	240.8617	0.2010	40.1270	45.8525	52.1786	30.8047	51.7661	50.8369	49.6787	58.0412	57.9460	62.3092	64.3359	55.0929	50.0533	63.3641

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295643	90906.945	63.09	25.38	0.1994	0.2	10.4892	4.7499	18.0265	22.1943	41.7771	40.2907	41.9312	57.5888	57.1512	66.6330	65.8307	54.4059	45.7841	65.8253
295644	90907.255	63.09	25.38	0.0000	0.2	8.6216	3.7645	14.9315	21.9218	40.8058	38.7509	42.7675	66.0689	55.9641	59.7462	59.9272	56.5195	47.0629	67.3181
295645	90907.564	63.09	25.38	0.0000	0.2	7.0910	3.0498	12.4757	21.3258	39.4783	37.4791	41.3428	57.5888	55.6241	62.3092	66.2834	55.0929	46.5522	67.3181
295646	90907.874	63.09	25.38	0.0000	0.2	5.8447	2.5337	10.4103	21.1988	38.7660	35.9923	41.1262	59.2824	53.4783	59.7462	65.2954	54.7785	46.2782	66.2847
295647	90908.182	63.09	25.38	0.0000	0.2	4.7866	2.1531	8.7140	21.0733	40.0465	35.3616	39.2400	56.4158	57.5820	63.7159	62.9890	53.4361	45.3001	64.8363
295648	90908.491	63.09	25.38	0.0000	0.2	4.0125	1.8654	7.2545	20.4665	37.4140	32.8928	38.3745	63.9786	52.1360	59.3023	58.3260	53.4361	44.1536	68.3837
295649	90908.799	63.09	25.38	0.0000	0.2	3.3697	1.6496	6.0814	20.1704	37.9253	31.7345	38.0325	55.2200	53.1055	57.7289	64.3359	54.4059	45.5628	66.8445
295650	90909.107	63.09	25.38	0.0000	0.2	2.8750	1.4782	5.1882	20.0563	38.9578	30.3988	36.4079	55.2200	51.7813	61.4312	63.4039	53.7355	44.1536	64.8363
295651	90909.417	63.09	25.38	0.0000	0.2	2.4623	1.3444	4.3998	19.3485	37.0903	28.7664	36.0991	62.5385	50.2422	56.9725	57.5565	55.0929	44.6138	65.8253
295652	90909.727	63.09	25.38	0.0000	0.2	2.1432	1.2354	3.8079	18.9335	36.9449	26.9090	34.0723	55.9880	53.4783	62.7987	62.4980	53.4361	43.2606	62.9436

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample